Spaceborne GNSS-R Soil Moisture Retrieval: Status, Development Opportunities, and Challenges

Soil moisture is the most active part of the terrestrial water cycle, and it is a key variable that affects hydrological, bio-ecological, and bio-geochemical processes. Microwave remote sensing is an effective means of monitoring soil moisture, but the existing conventional radiometers and single-st...

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Main Authors: Xuerui Wu, Wenxiao Ma, Junming Xia, Weihua Bai, Shuanggen Jin, Andrés Calabia
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/13/1/45
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spelling doaj-22914cf1e024457f97dad32b6091edc62020-12-25T00:04:45ZengMDPI AGRemote Sensing2072-42922021-12-0113454510.3390/rs13010045Spaceborne GNSS-R Soil Moisture Retrieval: Status, Development Opportunities, and ChallengesXuerui Wu0Wenxiao Ma1Junming Xia2Weihua Bai3Shuanggen Jin4Andrés Calabia5School of Resources, Environment and Architectural Engineering, Chifeng University, Inner Mongolia, Chifeng 024000, ChinaShanghai Astronomical Observatory, Chinese Academy of Sciences, Shanghai 200030, ChinaNational Space Science Center, Chinese Academic of Sciences, Beijing 100190, ChinaNational Space Science Center, Chinese Academic of Sciences, Beijing 100190, ChinaShanghai Astronomical Observatory, Chinese Academy of Sciences, Shanghai 200030, ChinaSchool of Remote Sensing and Geomatics Engineering, Nanjing University of Information Science and Technology, Nanjing 210044, ChinaSoil moisture is the most active part of the terrestrial water cycle, and it is a key variable that affects hydrological, bio-ecological, and bio-geochemical processes. Microwave remote sensing is an effective means of monitoring soil moisture, but the existing conventional radiometers and single-station radars cannot meet the scientific needs in terms of temporal and spatial resolution. The emergence of GNSS-R (Global Navigation Satellite Systems Reflectometry) technology provides an alternative method with high temporal and spatial resolution. An important application field of GNSS-R is soil moisture monitoring, but it is still in the initial stage of research, and there are many uncertainties and open issues. Based on a review of the current state-of-the-art of soil moisture retrieval using GNSS-R, this paper points out the limitations of existing research in observation geometry, polarization, and coherent and non-coherent scattering. The smooth surface reflectivity model, the random rough surface scattering model, and the first-order radiation transfer equation model of the vegetation, which are in the form of bistatic and full polarization, are employed. Simulations and analyses of polarization, observation geometry (scattering zenith angle and scattering azimuth angle), Brewster angle, coherent and non-coherent component, surface roughness, and vegetation effects are carried out. The influence of the EIRP (Effective Isotropic Radiated Power) and the RFI (Radio Frequency Interference) on soil moisture retrieval is briefly discussed. Several important development directions for space-borne GNSS-R soil moisture retrieval are pointed out in detail based on the microwave scattering model.https://www.mdpi.com/2072-4292/13/1/45soil moistureGNSS-Rpolarizationobservation geometrycoherent and non-coherentEIRP
collection DOAJ
language English
format Article
sources DOAJ
author Xuerui Wu
Wenxiao Ma
Junming Xia
Weihua Bai
Shuanggen Jin
Andrés Calabia
spellingShingle Xuerui Wu
Wenxiao Ma
Junming Xia
Weihua Bai
Shuanggen Jin
Andrés Calabia
Spaceborne GNSS-R Soil Moisture Retrieval: Status, Development Opportunities, and Challenges
Remote Sensing
soil moisture
GNSS-R
polarization
observation geometry
coherent and non-coherent
EIRP
author_facet Xuerui Wu
Wenxiao Ma
Junming Xia
Weihua Bai
Shuanggen Jin
Andrés Calabia
author_sort Xuerui Wu
title Spaceborne GNSS-R Soil Moisture Retrieval: Status, Development Opportunities, and Challenges
title_short Spaceborne GNSS-R Soil Moisture Retrieval: Status, Development Opportunities, and Challenges
title_full Spaceborne GNSS-R Soil Moisture Retrieval: Status, Development Opportunities, and Challenges
title_fullStr Spaceborne GNSS-R Soil Moisture Retrieval: Status, Development Opportunities, and Challenges
title_full_unstemmed Spaceborne GNSS-R Soil Moisture Retrieval: Status, Development Opportunities, and Challenges
title_sort spaceborne gnss-r soil moisture retrieval: status, development opportunities, and challenges
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2021-12-01
description Soil moisture is the most active part of the terrestrial water cycle, and it is a key variable that affects hydrological, bio-ecological, and bio-geochemical processes. Microwave remote sensing is an effective means of monitoring soil moisture, but the existing conventional radiometers and single-station radars cannot meet the scientific needs in terms of temporal and spatial resolution. The emergence of GNSS-R (Global Navigation Satellite Systems Reflectometry) technology provides an alternative method with high temporal and spatial resolution. An important application field of GNSS-R is soil moisture monitoring, but it is still in the initial stage of research, and there are many uncertainties and open issues. Based on a review of the current state-of-the-art of soil moisture retrieval using GNSS-R, this paper points out the limitations of existing research in observation geometry, polarization, and coherent and non-coherent scattering. The smooth surface reflectivity model, the random rough surface scattering model, and the first-order radiation transfer equation model of the vegetation, which are in the form of bistatic and full polarization, are employed. Simulations and analyses of polarization, observation geometry (scattering zenith angle and scattering azimuth angle), Brewster angle, coherent and non-coherent component, surface roughness, and vegetation effects are carried out. The influence of the EIRP (Effective Isotropic Radiated Power) and the RFI (Radio Frequency Interference) on soil moisture retrieval is briefly discussed. Several important development directions for space-borne GNSS-R soil moisture retrieval are pointed out in detail based on the microwave scattering model.
topic soil moisture
GNSS-R
polarization
observation geometry
coherent and non-coherent
EIRP
url https://www.mdpi.com/2072-4292/13/1/45
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